generating-synthea-data SKILL.md skillA

generating-synthea-data from maziyarpanahi/openmed is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add maziyarpanahi/openmed/generating-synthea-data@v1.0

Pins v1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
maziyarpanahi/openmed
Path
skills/generating-synthea-data/SKILL.md
Versions recorded
1
Latest version
v1.0, committed Jul 20, 2026
Size
6,466 bytes
Repository stars
5,784
License
Apache-2.0

Generates synthetic but realistic patient records (FHIR R4 bundles, C-CDA documents, CSV) with MITRE Synthea for development, CI fixtures, demos, and leakage-gate test sets — zero real PHI. Use when you need safe, shareable test data for an OpenMed pipeline, reproducible fixtures for tests, or a held-out set for de-identification leakage gates, instead of touching real clinical data. Synthea output feeds the FHIR/C-CDA ingestion skills and openmed.eval. Trigger keywords: Synthea, synthetic…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Generating Synthetic Patient Data with Synthea

You cannot develop, test, or demo a clinical NLP pipeline on real PHI without a
mountain of governance — and you shouldn't have to. **Synthea** (MITRE's
Synthetic Patient Population Simulator) generates statistically realistic,
fully synthetic patients: complete longitudinal records as FHIR R4 bundles,
C-CDA documents, and flat CSV, with **zero real-PHI risk**. Use it for OpenMed
dev fixtures, CI, demos, and — importantly — as **held-out test sets for
de-identification leakage gates**, where you need known-synthetic "PHI" to
measure recall.

## When to use

- Building or demoing an OpenMed ingestion pipeline (FHIR, C-CDA) and need
  shareable input that is safe to commit and pass around.
- Creating deterministic CI fixtures so tests don't depend on protected data.
- Producing a leakage-gate test corpus: synthetic notes with *known* fake
  identifiers, so you can score whether `openmed.deidentify` removed them all.
- Teaching/onboarding without a data-use agreement.

## Quick start

Synthea is a Java tool. Generate a small population in multiple formats:

```bash
# Requires Java 11+. Clone and build once.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add maziyarpanahi/openmed/generating-synthea-data@sha256:389efa04a9049c3f

The line at the top of this page pins the label v1.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_z2pogtch6v2n6uqu.svg)](https://markdownregistry.com/a/art_z2pogtch6v2n6uqu)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 20, 2026.

versioncommittedcommitsizeaudit
v1.0 latest2026-07-20 74f7d6b 6,466 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6466 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

maziyarpanahi/openmed · 5,784 stars · license Apache-2.0 · pushed 2026-11-07 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_z2pogtch6v2n6uqu
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/generating-synthea-data
GET https://markdownregistry.com/api/v1/blob/389efa04a9049c3f6013945abbe4fbe3e5d018e3ab533c4dc3f16d1da8420aee

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from maziyarpanahi/openmed

AGENTS.md AGENTS.md file
maziyarpanahi/openmed · AGENTS.md
git:20261102.e988f86 · audit A · 5,784 stars
annotating-variants SKILL.md skill
maziyarpanahi/openmed · skills/annotating-variants/SKILL.md · Annotates VCF variants and normalizes HGVS nomenclature with public, license-free annotators (Ensembl VEP REST…
v1.0 · audit A · 5,784 stars
ask-openmed SKILL.md skill
maziyarpanahi/openmed · skills/ask-openmed/SKILL.md · Choose the first OpenMed workflow skill for an intake, privacy, extraction, exchange, or verification request using…
v1.0 · audit A · 5,784 stars
assembling-fhir-bundles SKILL.md skill
maziyarpanahi/openmed · skills/assembling-fhir-bundles/SKILL.md · Package multiple FHIR R4 resources produced from OpenMed output into a single valid transaction Bundle ready to POST to…
v1.0 · audit A · 5,784 stars
auditing-deid-leakage SKILL.md skill
maziyarpanahi/openmed · skills/auditing-deid-leakage/SKILL.md · Adversarially scan already-de-identified clinical text for residual identifiers and emit a leakage report that blocks…
v1.0 · audit A · 5,784 stars
auditing-deidentification-runs SKILL.md skill
maziyarpanahi/openmed · skills/auditing-deidentification-runs/SKILL.md · Produce a signed, reproducible, no-PHI audit trail for an OpenMed de-identification run via deidentify(audit=True). Use…
v1.0 · audit A · 5,784 stars
auditing-part11-trails SKILL.md skill
maziyarpanahi/openmed · skills/auditing-part11-trails/SKILL.md · Generates and verifies 21 CFR Part 11-style audit trails — who/what/when, electronic signatures, and tamper-evidence —…
v1.0 · audit A · 5,784 stars
auditing-safe-harbor-checklist SKILL.md skill
maziyarpanahi/openmed · skills/auditing-safe-harbor-checklist/SKILL.md · Verify OpenMed de-identified output against all 18 HIPAA Safe Harbor identifier categories and report residual…
v1.0 · audit A · 5,784 stars
auditing-subgroup-fairness SKILL.md skill
maziyarpanahi/openmed · skills/auditing-subgroup-fairness/SKILL.md · Audit an OpenMed NER or de-identification model for performance disparities across demographic subgroups (sex, age…
v1.0 · audit A · 5,784 stars
authoring-model-cards SKILL.md skill
maziyarpanahi/openmed · skills/authoring-model-cards/SKILL.md · Generate a model card for an OpenMed clinical NER or de-identification model documenting intended use, quantitative…
v1.0 · audit A · 5,784 stars
batch-processing-clinical-text SKILL.md skill
maziyarpanahi/openmed · skills/batch-processing-clinical-text/SKILL.md · Run large-scale batch NER, PII extraction, or de-identification over many clinical notes on-device with OpenMed, with…
v1.0 · audit A · 5,784 stars
benchmark-pii-recall SKILL.md skill
maziyarpanahi/openmed · skills/benchmark-pii-recall/SKILL.md · Benchmark an OpenMed PII model with synthetic gold spans and report label-aware exact-span and grapheme recall without…
git:20260727.9d7b5a2 · audit A · 5,784 stars

Every file in maziyarpanahi/openmed

Browse by kind, by grade A, or by owner.